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many-shot learning

5 papers

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Co-occurring keywords · papers mentioning both

in-context learning (5) large language model (2) block-sparse attention (1) retrieval-based learning (1) optimization objective (1) prompt template (1) evaluator bia (1) negative log-likelihood (1) reweighting objective (1) retrieval-based many-shot learning (1)

Papers

AdapShot: Adaptive Many-Shot In-Context Learning with Semantic-Aware KV Cache Reuse ACL 2026 Can Many-Shot In-Context Learning Help LLMs as Evaluators? A Preliminary Empirical Study COLING 2025 Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025 More is not always better? Enhancing Many-Shot In-Context Learning with Differentiated and Reweighting Objectives ACL 2025 Focused Large Language Models are Stable Many-Shot Learners EMNLP 2024